{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "# import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 948
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('./')\n",
    "save_model_path = './'\n",
    "\n",
    "# save all train test results\n",
    "A = np.load(os.path.join(save_model_path, 'CRNN_varlen_epoch_training_loss.npy'))\n",
    "B = np.load(os.path.join(save_model_path, 'CRNN_varlen_epoch_training_score.npy'))\n",
    "C = np.load(os.path.join(save_model_path, 'CRNN_varlen_epoch_test_loss.npy'))\n",
    "D = np.load(os.path.join(save_model_path, 'CRNN_varlen_epoch_test_score.npy'))\n",
    "epochs = len(A)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(16, 7))\n",
    "plt.subplot(121)\n",
    "plt.plot(np.arange(1, epochs + 1), A)  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), C)  # test loss (on epoch end)\n",
    "plt.title(\"model loss\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "\n",
    "# 2nd figure\n",
    "plt.subplot(122)\n",
    "plt.plot(np.arange(1, epochs + 1), B)  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), D)  # test loss (on epoch end)\n",
    "plt.title(\"ResNet CRNN scores\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "save_file = \"./loss_UCF101_CRNN.png\"\n",
    "plt.savefig(save_file, dpi=600)\n",
    "# plt.close(fig)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best epoch: 101, validation accuracy: 91.47%\n"
     ]
    }
   ],
   "source": [
    "best_epoch = np.where(D==np.max(D))[0].item()\n",
    "print('Best epoch: {}, validation accuracy: {:.2f}%'.format(best_epoch + 1, 100 * np.max(D)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
